CASIA OpenIR  > 多模态人工智能系统全国重点实验室
Parallel Transportation in TransVerse: From Foundation Models to DeCAST
Zhao, Chen1,2; Wang, Xiao3; Lv, Yisheng1,2; Tian, Yonglin2; Lin, Yilun4; Wang, Fei-Yue5,6
Source PublicationIEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
ISSN1524-9050
2023-09-22
Volume24Issue:12Pages:15310-15327
Abstract

Rapid development of AI technologies has propelled the seamless integration of physical and cyber worlds with various kinds of online/offline information collected from millions of multimodal sensing systems. The complexity, diversity and uncertainty inherited in such systems, such as Intelligent Transportation Systems (ITSs), have gone far beyond human capacity of managing and controlling. Our team is among the first to propose the idea of utilizing the nearly unlimited computational resources in cyberspace to construct a bottom-up and top-down combined artificial ITSs for testing, experimenting, representation, verification, and validation of physical ITSs. Especially, the parallel transportation has been developed for safer, smarter, greener, and more reliable transportation services. After three decades of research and field studies, the DeCAST in Transverse, i.e., Decentralized/Distributed Autonomous Operations/Organizations (DAO) in transportation systems, has been envisioned. In this paper, we introduce its architecture, operational processes, software and hardware platforms, and real world applications. Specifically, a transportation foundation model driven by artificial transportation systems, parallel learning and federated intelligence, named TengYun, is outlined for DeCAST.

KeywordIntelligent Transportation Systems (ITS) Cyber-Physical-Social Systems (CPSS) Artificial Systems, Computational Experiments, Parallel Execution (ACP) Decentralized/Distributed Autonomous Operations and Organizations (DAO)
DOI10.1109/TITS.2023.3311585
WOS KeywordTRAFFIC SIGNAL CONTROL
Indexed BySCI
Language英语
Funding ProjectKey-Area Research and Development Program of Guangdong Province[2020B090921003] ; Key Research and Development Program 2020 of Guangzhou[202007050002] ; National Natural Science Foundation of China[U1811463] ; National Natural Science Foundation of China[61533019] ; National Natural Science Foundation of China[62173329] ; Science and Technology Development Fund, Macau SAR[0050/2020/A1]
Funding OrganizationKey-Area Research and Development Program of Guangdong Province ; Key Research and Development Program 2020 of Guangzhou ; National Natural Science Foundation of China ; Science and Technology Development Fund, Macau SAR
WOS Research AreaEngineering ; Transportation
WOS SubjectEngineering, Civil ; Engineering, Electrical & Electronic ; Transportation Science & Technology
WOS IDWOS:001078187700001
PublisherIEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
Sub direction classification平行管理与控制
planning direction of the national heavy laboratory多智能体决策
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Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/53030
Collection多模态人工智能系统全国重点实验室
Corresponding AuthorWang, Fei-Yue
Affiliation1.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100049, Peoples R China
2.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
3.Anhui Univ, Sch Artificial Intelligence, Hefei 230039, Peoples R China
4.Shanghai AI Lab, Shanghai 200232, Peoples R China
5.Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
6.Macau Univ Sci & Technol, Macao Inst Syst Engn, Macau, Peoples R China
First Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Corresponding Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Recommended Citation
GB/T 7714
Zhao, Chen,Wang, Xiao,Lv, Yisheng,et al. Parallel Transportation in TransVerse: From Foundation Models to DeCAST[J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,2023,24(12):15310-15327.
APA Zhao, Chen,Wang, Xiao,Lv, Yisheng,Tian, Yonglin,Lin, Yilun,&Wang, Fei-Yue.(2023).Parallel Transportation in TransVerse: From Foundation Models to DeCAST.IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,24(12),15310-15327.
MLA Zhao, Chen,et al."Parallel Transportation in TransVerse: From Foundation Models to DeCAST".IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS 24.12(2023):15310-15327.
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